The significant research thrust and recent successes in word and document embeddings (word2vec and doc2vec) [1]}, [2]} have motivated researchers to explore analogous representations in related fields, for example networks. Recent works like node2vec, DeepWalk (see related works) have explored dynamic feature representations of a large scale network to a low-dimensional vector space. These low-dimensional features have been effectively used in network specific analytics like link prediction [3]} or node classification [4]}.
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